Varsh
I assume (unlike the ABers who have answered thus far) that you wish to know what would happen in principle, i.e. a thought experiment. It is irrelevant whether it is possible to drill a hole through the Earth or not. The question is,
"What would happen if there WERE a hole through the Earth ?"
The answer is, the stone would continue travelling until it nearly reached the surface at the opposite side, then fall back towards the centre, and so on, each time not going quite so far, until eventually ending up stationary (and weightless) at the centre.
This of course assumes a spherically symmetric Earth.